Re Culture™ | Human Judgement With AI

An AI-Assisted Decision Can Be Complete In A System And Still Be Unresolved For The Person Who Lives With Its Consequences. Re Culture™ Helps Individuals, Teams, Enterprises, And Public Institutions Examine That Human Experience Before They Rely On A Machine-Produced Answer.

What The Plugin Does

The First Release Guides A Human Judgement Review. It Helps A User Identify The Purpose Of AI Use, The Person Responsible For The Decision, The Evidence That Is Available, The Experience Of Those Affected, The Data And Action Boundaries, And The Question That Must Return To Human Review. It Produces A Record That Distinguishes What Was Observed, Reported, Inferred, And Not Verified.

An Individual May Review A Sensitive AI-Assisted Message. A Team May Examine A Proposed Summary Of Customer Feedback. An Institution May Review A Proposed AI Workflow Before It Affects Employees Or People Seeking A Public Service. The Depth Of Review Changes With The Consequence.

What The First Release Can Access

This Skills-Only Version Uses Information A User Chooses To Provide In Their ChatGPT Conversation. It Does Not Connect To Workspace Files, Internal Systems, Databases, Or A Re Culture™ Server. An Organization Must Apply Its Own Permissions And Rules To Any Information Its Members Choose To Bring Into A Conversation.

Human Authority

The Plugin Does Not Approve A Decision, Certify Compliance, Diagnose A Person, Conduct An HR Investigation, Or Replace Legal Or Professional Review. Where Essential Authority Or Evidence Is Missing, It Marks The Gap And Returns The Matter To The Responsible Human. AI May Extend Capacity. It Must Never Replace Human Judgement.

The Public Method Draws On The Re Culture™ Human Experience Framework Version 1.2 And The Nine Published Human-Governed AI Partnership Commitments. The Framework Is Conceptual And Practice-Oriented; It Is Not Presented As A Validated Diagnostic Or Universal Formula.

Publisher And Access

Founder And Intended Developer: Mazhar Ul Haq.

Developer Purpose | Mazhar Ul Haq

I Am Preparing This Plugin Because Technological Advancement Makes Responsible Human Judgement More Necessary. An AI Answer Can Invite More Confidence Than Its Evidence Warrants, Especially When Another Person Must Live With The Decision That Follows. Through Re Culture™, I Hope To Support A Human-AI Partnership In Which Technology Extends Capacity While Ethical Use, Data Privacy, And Human Responsibility Govern What We Choose To Do. I Hope This Work Will Bear Fruit Through Careful Use, Honest Correction, And Continued Human Review.

Public Installation Will Be Available Only After The Platform Completes Its Review And Publishes The Plugin Listing.